A data-driven model for early prediction of need for invasive mechanical ventilation in pediatric intensive care unit patients

• Sanjukta N. Bose,

  Roles Conceptualization, Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Enterprise Data and Analytics, University of Maryland Medical System, Linthicum Heights, MD, United States of America

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• Andrew Defante,

  Roles Data curation

  Affiliation Rady Children’s Hospital, San Diego, CA, United States of America

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• Joseph L. Greenstein,

  Roles Formal analysis, Methodology, Supervision, Writing – review & editing

  Affiliation Institute for Computational Medicine, Johns Hopkins University, Baltimore, MD, United States of America

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• Gabriel G. Haddad,

  Roles Conceptualization, Formal analysis, Methodology, Supervision, Writing – review & editing

  Affiliations Rady Children’s Hospital, San Diego, CA, United States of America, Division of Respiratory Medicine, Department of Pediatrics, University of California San Diego, La Jolla, CA, United States of America, Department of Neurosciences, University of California San Diego, La Jolla, CA, United States of America

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• Julie Ryu ,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Supervision, Validation, Writing – original draft, Writing – review & editing

  * E-mail: r.winslow@northeastern.edu (RLW); j1ryu@health.ucsd.edu (JR)

  Affiliation Division of Respiratory Medicine, Department of Pediatrics, University of California San Diego, La Jolla, CA, United States of America

  https://orcid.org/0009-0009-0000-0274

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• Raimond L. Winslow

  Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Resources, Supervision, Validation, Writing – review & editing

  * E-mail: r.winslow@northeastern.edu (RLW); j1ryu@health.ucsd.edu (JR)

  Affiliations Institute for Computational Medicine, Johns Hopkins University, Baltimore, MD, United States of America, Roux Institute at Northeastern University, Portland, ME, United States of America, Department of Bioengineering, Northeastern University, Boston, MA, United States of America

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